library(tidyverse)
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## ✔ tidyr   1.2.1      ✔ stringr 1.5.0 
## ✔ readr   2.1.3      ✔ forcats 0.5.2 
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## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag()    masks stats::lag()
library(plotly)
## 
## Attaching package: 'plotly'
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## The following object is masked from 'package:ggplot2':
## 
##     last_plot
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## The following object is masked from 'package:stats':
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##     filter
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## The following object is masked from 'package:graphics':
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##     layout
goals <- read.csv("data/TransposedGoals.csv")

blah blah

ggplot(data = goals, aes(x = Avg_DisLikelihood, y = Avg_HonLikelihood))+
  geom_point()+
  theme_bw()+
  labs(title = "Scatterplot of Goal Expectancies",
       x = "Likelihood that dishonesty would achieve goal",
       y = "Likelihood that honesty would achieve goal")

ggsave("goals_scatter.png", plot = last_plot(), device = "png")
## Saving 4 x 4 in image
goals %>%
  summarize(r = cor(Avg_DisLikelihood, Avg_HonLikelihood))
##            r
## 1 -0.8360762

blah blah the 2nd

ggplot(goals, aes(x = Diff_Likelihood))+
  geom_histogram(fill = "grey", color = "black")+
  theme_bw()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

goals %>%
  summary
##    CASE_LBL             R1_Hon          R2_Hon          R3_Hon     
##  Length:155         Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  Class :character   1st Qu.:2.000   1st Qu.:2.000   1st Qu.:3.000  
##  Mode  :character   Median :3.000   Median :3.000   Median :4.000  
##                     Mean   :2.948   Mean   :3.065   Mean   :3.523  
##                     3rd Qu.:4.000   3rd Qu.:4.000   3rd Qu.:4.000  
##                     Max.   :5.000   Max.   :5.000   Max.   :5.000  
##                                                                    
##      R4_Hon          R5_Hon          R6_Hon          R7_Hon          Goal      
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.00   Min.   :  1.0  
##  1st Qu.:2.000   1st Qu.:3.000   1st Qu.:2.000   1st Qu.:2.00   1st Qu.: 39.5  
##  Median :2.000   Median :4.000   Median :3.000   Median :3.00   Median : 78.0  
##  Mean   :2.755   Mean   :3.574   Mean   :3.271   Mean   :3.09   Mean   : 78.0  
##  3rd Qu.:4.000   3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:4.00   3rd Qu.:116.5  
##  Max.   :5.000   Max.   :5.000   Max.   :5.000   Max.   :5.00   Max.   :155.0  
##                                                                                
##      R1_Dis          R2_Dis          R3_Dis          R4_Dis     
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:3.000   1st Qu.:2.000   1st Qu.:2.000   1st Qu.:2.000  
##  Median :3.000   Median :3.000   Median :3.000   Median :4.000  
##  Mean   :3.084   Mean   :2.619   Mean   :3.135   Mean   :3.226  
##  3rd Qu.:4.000   3rd Qu.:3.000   3rd Qu.:4.000   3rd Qu.:5.000  
##  Max.   :5.000   Max.   :5.000   Max.   :5.000   Max.   :5.000  
##                                                                 
##      R5_Dis          R6_Dis          R7_Dis  Avg_HonLikelihood
##  Min.   :1.000   Min.   :1.000   Min.   :1   Min.   :1.000    
##  1st Qu.:2.000   1st Qu.:1.000   1st Qu.:2   1st Qu.:2.429    
##  Median :4.000   Median :3.000   Median :3   Median :3.000    
##  Mean   :3.497   Mean   :2.604   Mean   :3   Mean   :3.175    
##  3rd Qu.:5.000   3rd Qu.:4.000   3rd Qu.:4   3rd Qu.:4.143    
##  Max.   :5.000   Max.   :5.000   Max.   :5   Max.   :5.000    
##                  NA's   :1                                    
##  Avg_DisLikelihood Diff_Likelihood  
##  Min.   :1.000     Min.   :-4.0000  
##  1st Qu.:2.000     1st Qu.:-1.4286  
##  Median :3.286     Median :-0.2857  
##  Mean   :3.023     Mean   : 0.1524  
##  3rd Qu.:3.857     3rd Qu.: 2.1429  
##  Max.   :5.000     Max.   : 4.0000  
## 

blah blah the 3rd

polar_goals <- goals %>%
  filter(Diff_Likelihood >= 2.1 | Diff_Likelihood <= -1.4,
         Avg_HonLikelihood >= 3.0 | Avg_HonLikelihood <= 2.4,
         Avg_DisLikelihood >= 3.2 | Avg_DisLikelihood <= 2.00)

ggplot(data = polar_goals, aes(x = Avg_DisLikelihood, y = Avg_HonLikelihood))+
  geom_point(position = "jitter")+
  theme_bw()

polar_goals <- polar_goals %>%
  mutate(likelihood = if_else(Avg_HonLikelihood > 3.99, "Honesty", "Dishonesty"))
polar_goals %>%
  group_by(likelihood) %>%
  count()
## # A tibble: 2 × 2
## # Groups:   likelihood [2]
##   likelihood     n
##   <chr>      <int>
## 1 Dishonesty    28
## 2 Honesty       36
polar_goals %>%
  filter(likelihood == "Honesty") %>%
  arrange(desc(Diff_Likelihood)) %>%
  arrange(desc(Avg_HonLikelihood))
##                 CASE_LBL R1_Hon R2_Hon R3_Hon R4_Hon R5_Hon R6_Hon R7_Hon Goal
## 1  Hon_CorrectInaccurate      5      5      5      5      5      5      5   57
## 2          Hon_AvoidLiar      5      5      5      5      5      5      5   24
## 3         Hon_NeedToKnow      4      5      5      5      5      5      5   12
## 4        Hon_ExpFeelings      4      5      5      5      5      5      5    8
## 5            Hon_ImpInfo      4      5      5      5      5      5      5   27
## 6         Hon_BeYourself      5      5      5      5      5      5      4   70
## 7     Hon_ExpressHowFeel      4      5      5      5      5      5      5   74
## 8         Hon_Self_Image      4      4      5      5      5      5      5   48
## 9        Hon_AvoidViolat      4      4      5      5      5      5      5   37
## 10       Hon_ShareMyself      5      4      5      5      5      5      4   49
## 11            Hon_BeAuth      4      4      5      5      5      5      4   73
## 12       Hon_ShowHonesty      4      4      5      4      5      5      5    9
## 13             Hon_Chest      3      5      5      5      5      4      5   28
## 14         Hon_AvoidFake      4      4      5      4      5      5      5   61
## 15        Hon_RightThing      4      4      5      4      5      5      5    2
## 16         Hon_AvoidConf      4      4      5      4      5      5      5   43
## 17         Hon_FosterUnd      4      4      4      5      5      5      5  104
## 18         Hon_CommClear      4      5      4      4      5      5      5   66
## 19        Hon_AvoidGross      5      1      5      5      5      5      5   33
## 20         Hon_AcknFault      4      4      5      4      4      5      5    1
## 21        Hon_BeBestSelf      4      3      5      4      5      5      5   23
## 22         Hon_GainTrust      3      4      4      5      5      5      5   22
## 23       Hon_AvoidPollut      5      3      5      4      5      5      4   34
## 24         Hon_TreatResp      5      3      4      5      5      5      4   69
## 25          Hon_AvoidMis      4      4      4      5      5      4      4   17
## 26   Hon_ReduUncertainty      4      4      4      3      5      5      5   41
## 27        Hon_ConveyInfo      3      3      5      4      5      5      5   46
## 28            Hon_GoodEx      4      3      4      4      5      5      5   16
## 29             Hon_BeUnd      3      3      4      5      5      5      5   65
## 30        Hon_EffecCoord      2      4      4      4      5      5      5   45
## 31        Hon_HelpDoBett      4      4      4      4      3      5      5   51
## 32        Hon_HelpProduc      3      4      5      3      5      5      4   71
## 33           Hon_VoidCov      4      1      4      5      5      5      5    6
## 34         Hon_FacilWork      3      4      4      4      5      5      4   39
## 35        Hon_HelpImprov      4      3      4      4      5      5      4   40
## 36         Hon_FacilPlan      3      3      4      4      5      5      4   21
##    R1_Dis R2_Dis R3_Dis R4_Dis R5_Dis R6_Dis R7_Dis Avg_HonLikelihood
## 1       1      1      1      1      1      1      1          5.000000
## 2       1      1      1      2      1      1      1          5.000000
## 3       2      1      1      1      1      1      1          4.857143
## 4       3      1      1      1      1      1      1          4.857143
## 5       2      1      2      1      1      1      1          4.857143
## 6       2      1      1      1      1      1      2          4.857143
## 7       2      1      2      1      1      1      1          4.857143
## 8       2      2      1      2      1      1      1          4.714286
## 9       2      2      2      1      1      2      3          4.714286
## 10      3      2      1      5      1      1      1          4.714286
## 11      1      1      1      1      1      1      1          4.571429
## 12      3      2      1      1      1      1      1          4.571429
## 13      4      1      2      1      1      1      1          4.571429
## 14      2      2      2      1      2      1      1          4.571429
## 15      2      2      2      1      2      2      1          4.571429
## 16      2      2      1      2      2      2      1          4.571429
## 17      4      2      2      1      1      1      1          4.571429
## 18      3      2      2      2      2      1      1          4.571429
## 19      1      1      1      1      1      1      1          4.428571
## 20      4      2      1      1      1      1      1          4.428571
## 21      3      2      1      1      1      2      1          4.428571
## 22      3      2      2      2      2      2      1          4.428571
## 23      2      3      2      2      1      2      2          4.428571
## 24      2      3      2      1      2      2      2          4.428571
## 25      2      2      2      2      1      1      1          4.285714
## 26      2      2      2      2      1      1      1          4.285714
## 27      3      3      1      1      1      1      1          4.285714
## 28      2      2      2      2      2      1      1          4.285714
## 29      3      3      2      1      2      1      1          4.285714
## 30      3      2      2      1      1      1      1          4.142857
## 31      2      2      1      2      1      2      2          4.142857
## 32      3      2      2      1      1      2      2          4.142857
## 33      3      1      2      2      2      3      1          4.142857
## 34      3      2      2      1      1      2      3          4.142857
## 35      2      2      2      2      2      2      2          4.142857
## 36      3      2      2      1      1      1      2          4.000000
##    Avg_DisLikelihood Diff_Likelihood likelihood
## 1           1.000000        4.000000    Honesty
## 2           1.142857        3.857143    Honesty
## 3           1.142857        3.714286    Honesty
## 4           1.285714        3.571429    Honesty
## 5           1.285714        3.571429    Honesty
## 6           1.285714        3.571429    Honesty
## 7           1.285714        3.571429    Honesty
## 8           1.428571        3.285714    Honesty
## 9           1.857143        2.857143    Honesty
## 10          2.000000        2.714286    Honesty
## 11          1.000000        3.571429    Honesty
## 12          1.428571        3.142857    Honesty
## 13          1.571429        3.000000    Honesty
## 14          1.571429        3.000000    Honesty
## 15          1.714286        2.857143    Honesty
## 16          1.714286        2.857143    Honesty
## 17          1.714286        2.857143    Honesty
## 18          1.857143        2.714286    Honesty
## 19          1.000000        3.428571    Honesty
## 20          1.571429        2.857143    Honesty
## 21          1.571429        2.857143    Honesty
## 22          2.000000        2.428571    Honesty
## 23          2.000000        2.428571    Honesty
## 24          2.000000        2.428571    Honesty
## 25          1.571429        2.714286    Honesty
## 26          1.571429        2.714286    Honesty
## 27          1.571429        2.714286    Honesty
## 28          1.714286        2.571429    Honesty
## 29          1.857143        2.428571    Honesty
## 30          1.571429        2.571429    Honesty
## 31          1.714286        2.428571    Honesty
## 32          1.857143        2.285714    Honesty
## 33          2.000000        2.142857    Honesty
## 34          2.000000        2.142857    Honesty
## 35          2.000000        2.142857    Honesty
## 36          1.714286        2.285714    Honesty
polar_goals %>%
  filter(likelihood == "Dishonesty") %>%
  arrange(Diff_Likelihood) %>%
    arrange(desc(Avg_DisLikelihood))
##             CASE_LBL R1_Hon R2_Hon R3_Hon R4_Hon R5_Hon R6_Hon R7_Hon Goal
## 1      Hon_GetSometh      1      1      1      1      1      1      1   98
## 2      Hon_BeSeeBett      2      1      1      1      1      1      1  142
## 3      Hon_KeepLieGo      1      1      1      1      1      1      1  130
## 4       Hon_HidePers      1      2      1      1      1      1      1   75
## 5        Hon_CoverUp      3      1      2      1      1      1      1  117
## 6      Hon_AvoidArgu      2      2      2      1      2      2      2  108
## 7      Hon_AvoidVuln      2      2      1      1      1      3      2  121
## 8       Hon_AvoidBad      2      2      2      2      1      2      3  136
## 9   Hon_ProtFeelings      2      3      2      1      3      2      2   13
## 10  Hon_TrickSomeone      2      1      1      1      1      1      1  122
## 11   Hon_AvoidOverre      2      3      2      1      2      1      2   93
## 12        Hon_Secret      5      1      2      1      2      2      1   76
## 13   Hon_AvoidUncomf      2      2      3      1      3      2      1   91
## 14      Hon_AvoidAwk      2      3      2      1      2      2      3   83
## 15     Hon_AvoidReje      2      2      2      1      3      2      2  140
## 16    Hon_LookBetter      2      3      3      2      2      1      2   31
## 17     Hon_DecMyself      1      1      1      1      1      1      1  105
## 18      Hon_ProtPriv      1      2      3      1      3      2      2  101
## 19   Hon_AvoidCorrec      2      1      2      1      3      4      2  103
## 20    Hon_AvoidWaves      2      2      4      3      2      2      1   55
## 21    Hon_AvoidOther      2      3      3      2      1      1      1  147
## 22      Hon_StopConv      2      2      3      2      2      2      1  109
## 23     Hon_PresrvEng      2      3      2      1      2      1      3  115
## 24     Hon_KeepBrief      2      3      3      1      2      2      1  151
## 25    Hon_ConfToRole      2      2      2      1      3      3      2  155
## 26      Hon_Surprise      3      3      3      1      1      1      1   77
## 27 Hon_ConfuseOthers      2      1      2      1      2      1      1   99
## 28      Hon_ConvMyse      2      2      1      1      3      1      2  106
##    R1_Dis R2_Dis R3_Dis R4_Dis R5_Dis R6_Dis R7_Dis Avg_HonLikelihood
## 1       5      5      5      5      5      5      5          1.000000
## 2       5      5      5      4      5      5      4          1.142857
## 3       5      4      4      4      5      5      5          1.000000
## 4       4      3      5      5      5      5      5          1.142857
## 5       4      4      5      4      5      5      5          1.428571
## 6       4      4      5      5      5      5      4          1.857143
## 7       4      4      5      5      5      3      5          1.714286
## 8       4      4      5      4      5      5      4          2.000000
## 9       4      4      4      5      5      5      4          2.142857
## 10      4      4      5      3      5      5      4          1.142857
## 11      4      4      5      4      5      4      3          1.857143
## 12      2      5      5      5      5      2      5          2.000000
## 13      3      3      5      5      5      4      4          2.000000
## 14      4      3      5      5      5      3      4          2.142857
## 15      4      2      5      5      4      4      4          2.000000
## 16      3      3      5      5      5      3      4          2.142857
## 17      5      5      3      4      3      3      4          1.000000
## 18      3      4      4      5      5      2      4          2.000000
## 19      4      2      4      5      5      3      4          2.142857
## 20      4      3      4      4      5      3      4          2.285714
## 21      4      2      4      4      5      3      4          1.857143
## 22      3      3      4      4      5      3      4          2.000000
## 23      3      3      4      4      5      3      4          2.000000
## 24      3      2      4      4      5      4      4          2.000000
## 25      4      3      4      5      4      2      4          2.142857
## 26      3      3      4      4      5      2      4          1.857143
## 27      3      3      4      1      4      4      5          1.428571
## 28      3      3      5      4      3      1      4          1.714286
##    Avg_DisLikelihood Diff_Likelihood likelihood
## 1           5.000000       -4.000000 Dishonesty
## 2           4.714286       -3.571429 Dishonesty
## 3           4.571429       -3.571429 Dishonesty
## 4           4.571429       -3.428571 Dishonesty
## 5           4.571429       -3.142857 Dishonesty
## 6           4.571429       -2.714286 Dishonesty
## 7           4.428571       -2.714286 Dishonesty
## 8           4.428571       -2.428571 Dishonesty
## 9           4.428571       -2.285714 Dishonesty
## 10          4.285714       -3.142857 Dishonesty
## 11          4.142857       -2.285714 Dishonesty
## 12          4.142857       -2.142857 Dishonesty
## 13          4.142857       -2.142857 Dishonesty
## 14          4.142857       -2.000000 Dishonesty
## 15          4.000000       -2.000000 Dishonesty
## 16          4.000000       -1.857143 Dishonesty
## 17          3.857143       -2.857143 Dishonesty
## 18          3.857143       -1.857143 Dishonesty
## 19          3.857143       -1.714286 Dishonesty
## 20          3.857143       -1.571429 Dishonesty
## 21          3.714286       -1.857143 Dishonesty
## 22          3.714286       -1.714286 Dishonesty
## 23          3.714286       -1.714286 Dishonesty
## 24          3.714286       -1.714286 Dishonesty
## 25          3.714286       -1.571429 Dishonesty
## 26          3.571429       -1.714286 Dishonesty
## 27          3.428571       -2.000000 Dishonesty
## 28          3.285714       -1.571429 Dishonesty

Trying to make a fancy plot

So, first my goal is the make an interactive version of our scatterplot from earlier, that tells you the name of each goal when you hover over it. I also want to use color to more clearly emphasize the size of the difference between honesty and dishonesty scores for each goal.

  1. [figuring out how to add layer]
  2. [making an absolute value version of the diff score]
#absolute value differences
goals <- goals %>%
  mutate(abs_diff = abs(Diff_Likelihood))
  
goals_interactive <- goals %>%
  ggplot(aes(x = Avg_DisLikelihood, y = Avg_HonLikelihood, label = CASE_LBL))+
  geom_point(aes(color = abs_diff), position = "jitter")+
  theme_bw()

ggplotly(tooltip = c("label"))

[Should we make the goals have full names? Is that too much trouble?]

Trying another one

What I would like to do now is select a few exemplar goals, which seem to (a) tap into most of the important themes/contents of goals and (b) represent a goals from the range of honesty vs. dishonesty

goals %>%
  arrange(Diff_Likelihood)
##                  CASE_LBL R1_Hon R2_Hon R3_Hon R4_Hon R5_Hon R6_Hon R7_Hon Goal
## 1           Hon_GetSometh      1      1      1      1      1      1      1   98
## 2           Hon_KeepLieGo      1      1      1      1      1      1      1  130
## 3           Hon_BeSeeBett      2      1      1      1      1      1      1  142
## 4            Hon_HidePers      1      2      1      1      1      1      1   75
## 5             Hon_CoverUp      3      1      2      1      1      1      1  117
## 6        Hon_TrickSomeone      2      1      1      1      1      1      1  122
## 7           Hon_DecMyself      1      1      1      1      1      1      1  105
## 8           Hon_AvoidArgu      2      2      2      1      2      2      2  108
## 9           Hon_AvoidVuln      2      2      1      1      1      3      2  121
## 10           Hon_AvoidBad      2      2      2      2      1      2      3  136
## 11       Hon_ProtFeelings      2      3      2      1      3      2      2   13
## 12        Hon_AvoidOverre      2      3      2      1      2      1      2   93
## 13             Hon_Secret      5      1      2      1      2      2      1   76
## 14        Hon_AvoidUncomf      2      2      3      1      3      2      1   91
## 15          Hon_AvoidJudg      2      2      2      2      3      3      3   80
## 16           Hon_AvoidAwk      2      3      2      1      2      2      3   83
## 17         Hon_AvoidDoing      3      4      3      1      2      3      2   95
## 18      Hon_ConfuseOthers      2      1      2      1      2      1      1   99
## 19        Hon_AvoidPunish      2      4      2      2      3      2      3  118
## 20          Hon_AvoidReje      2      2      2      1      3      2      2  140
## 21         Hon_LookBetter      2      3      3      2      2      1      2   31
## 22           Hon_AvoidAng      2      3      3      4      2      3      2   84
## 23   Hon_AvoidAwkwardness      2      3      3      2      3      2      2   96
## 24           Hon_ProtPriv      1      2      3      1      3      2      2  101
## 25         Hon_AvoidOther      2      3      3      2      1      1      1  147
## 26        Hon_MakeFeelBet      2      3      3      2      3      2      2  148
## 27           Hon_Surprise      3      3      3      1      1      1      1   77
## 28        Hon_AvoidCorrec      2      1      2      1      3      4      2  103
## 29           Hon_StopConv      2      2      3      2      2      2      1  109
## 30          Hon_PresrvEng      2      3      2      1      2      1      3  115
## 31    Hon_AvoidOtherDisap      2      3      3      2      3      4      2  132
## 32          Hon_KeepBrief      2      3      3      1      2      2      1  151
## 33         Hon_AvoidWaves      2      2      4      3      2      2      1   55
## 34           Hon_ConvMyse      2      2      1      1      3      1      2  106
## 35           Hon_AvoidEmb      2      3      3      3      2      2      3  112
## 36         Hon_ConfToRole      2      2      2      1      3      3      2  155
## 37          Hon_EnsurSafe      2      3      3      1      2      3      3   78
## 38          Hon_KeepPeace      2      3      3      3      2      3      2   82
## 39           Hon_BePolite      4      2      3      2      2      2      2  124
## 40        Hon_GentleOther      2      3      3      2      3      2      2  126
## 41      Hon_AvoidStandOut      2      2      4      1      3      1      3   54
## 42              Hon_Story      3      3      3      4      2      2      2   90
## 43          Hon_AvoidSuff      3      2      3      1      4      2      3  102
## 44        Hon_PleaseOther      2      3      3      2      5      3      2  125
## 45           Hon_GetAhead      3      2      3      2      3      2      3  145
## 46        Hon_ProtectWorr      2      3      4      1      3      2      3  149
## 47       Hon_GetWhatIWant      3      4      3      2      3      3      3   81
## 48        Hon_AvoidHassle      2      3      4      1      4      2      3   94
## 49       Hon_ControlOther      3      3      3      2      2      3      2  111
## 50           Hon_Strategy      2      1      2      2      2      1      2  116
## 51          Hon_AvoidLose      3      3      3      2      3      3      3  134
## 52         Hon_AvoidDisap      2      3      4      2      3      5      2   29
## 53    Hon_AvoidDisSomeone      2      3      3      2      2      4      3   89
## 54           Hon_GetAtten      3      4      4      2      3      2      3   97
## 55         Hon_ExplMyself      2      2      2      1      5      1      4  114
## 56         Hon_EntertSelf      3      2      3      1      1      2      2  123
## 57          Hon_HurtReput      3      3      3      3      3      3      3  129
## 58          Hon_SeemSmart      3      3      3      2      4      2      3  131
## 59             Hon_GetAct      2      4      3      2      3      3      2  133
## 60          Hon_HurtOther      2      3      4      3      3      3      3   26
## 61       Hon_FollowScript      4      2      4      1      2      3      2   53
## 62         Hon_ToLookGood      3      3      3      3      4      3      3  110
## 63         Hon_KeepSmooth      3      2      3      2      3      3      2  138
## 64           Hon_MakeLike      3      2      3      3      3      2      2  139
## 65       Hon_SeemFriendly      2      4      3      2      3      2      2  143
## 66            Hon_GetEven      3      3      4      4      2      2      2  153
## 67            Hon_GetWant      2      4      3      2      4      5      3    4
## 68            Hon_ProtEmb      3      2      4      4      3      4      2   11
## 69            Hon_SeemGen      3      3      3      3      3      4      2  144
## 70          Hon_AvoidAccu      1      3      4      5      5      3      2  146
## 71           Hon_SayExpec      3      2      4      2      4      3      2  154
## 72       Hon_DisapParents      2      3      4      2      3      4      4   25
## 73           Hon_BeAttrac      3      3      2      2      4      2      2   32
## 74           Hon_FeelTrue      1      1      3      1      3      3      4  107
## 75         Hon_NotFeelBad      2      3      4      1      5      4      2   79
## 76      Hon_FollowNorms.0      4      4      4      2      4      3      2   86
## 77          Hon_PositvDir      3      3      3      2      3      3      2  120
## 78           Hon_HowToAct      3      3      4      1      4      1      1  135
## 79       Hon_Consequences      2      1      4      2      3      2      3    3
## 80             Hon_BeKind      2      3      3      3      5      4      3   14
## 81        Hon_FollowNorms      3      3      4      2      4      4      2   18
## 82         Hon_HelpGetSom      3      3      5      1      3      3      3   50
## 83         Hon_ProtectRel      3      4      4      3      5      5      1  119
## 84         Hon_GetOtherDo      2      5      4      2      4      5      2  141
## 85          Hon_ChangeBeh      3      4      4      3      3      4      3   85
## 86          Hon_GainConfi      2      4      4      3      4      3      3  100
## 87        Hon_ContinConvo      4      3      3      4      3      2      2  150
## 88             Hon_AvProb      4      4      4      3      4      5      3    5
## 89        Hon_KeepFromEmb      3      2      4      4      3      5      3   15
## 90             Hon_BeHumb      3      3      4      2      3      1      3   59
## 91       Hon_FacilConvo.0      3      3      3      3      4      3      2   87
## 92          Hon_WasteTime      3      3      4      3      5      4      4   92
## 93          Hon_ImprEffic      3      2      3      2      5      4      5   42
## 94          Hon_AvoidSusp      3      3      4      3      5      1      4   44
## 95         Hon_FacilConvo      4      3      3      2      5      3      3   20
## 96         Hon_GetDeserve      4      4      4      2      5      4      3   47
## 97            Honesty_137      2      3      5      3      5      5      3  137
## 98             Hon_ActNat      4      3      4      2      5      4      3   62
## 99             Hon_BeBest      3      2      3      2      5      5      5   88
## 100         Hon_DrawAtten      3      4      4      2      5      2      2  113
## 101          Hon_Autonomy      4      3      4      3      4      2      5  128
## 102        Hon_PutInPlace      4      4      4      4      3      2      4   56
## 103            Hon_BeResp      4      4      4      4      5      4      4   60
## 104          Hon_MakeFair      4      3      4      2      5      4      2  127
## 105      Hon_ShowFairness      3      3      4      4      4      4      3   10
## 106        Hon_AvoidGuilt      2      4      4      4      5      5      4   19
## 107        Hon_GetHonesty      4      4      4      4      4      4      4   38
## 108         Hon_MakeWorth      3      3      4      4      3      4      4   63
## 109         Hon_RecogProb      4      3      5      2      2      1      4    7
## 110          Hon_KeepFirm      3      3      4      3      3      3      5   35
## 111          Hon_SeekHelp      3      4      5      5      4      3      4   58
## 112         Hon_FeelClose      3      3      4      4      4      5      5  152
## 113           Hon_BeAware      4      4      4      1      5      1      5   36
## 114          Hon_MakeMean      3      4      4      4      4      4      4   64
## 115           Hon_VoidCov      4      1      4      5      5      5      5    6
## 116      Hon_AvBreakTrust      4      4      5      5      5      5      2   30
## 117         Hon_FacilWork      3      4      4      4      5      5      4   39
## 118        Hon_HelpImprov      4      3      4      4      5      5      4   40
## 119     Hon_HelpSolveProb      4      4      4      4      5      5      4   52
## 120            Hon_Deepen      3      4      4      5      4      5      5   67
## 121           Hon_LongRun      4      5      4      4      5      5      4   72
## 122         Hon_FacilPlan      3      3      4      4      5      5      4   21
## 123       Hon_AvoidCaught      5      4      4      4      5      5      5   68
## 124        Hon_HelpProduc      3      4      5      3      5      5      4   71
## 125         Hon_GainTrust      3      4      4      5      5      5      5   22
## 126       Hon_AvoidPollut      5      3      5      4      5      5      4   34
## 127        Hon_HelpDoBett      4      4      4      4      3      5      5   51
## 128             Hon_BeUnd      3      3      4      5      5      5      5   65
## 129         Hon_TreatResp      5      3      4      5      5      5      4   69
## 130            Hon_GoodEx      4      3      4      4      5      5      5   16
## 131        Hon_EffecCoord      2      4      4      4      5      5      5   45
## 132          Hon_AvoidMis      4      4      4      5      5      4      4   17
## 133   Hon_ReduUncertainty      4      4      4      3      5      5      5   41
## 134        Hon_ConveyInfo      3      3      5      4      5      5      5   46
## 135       Hon_ShareMyself      5      4      5      5      5      5      4   49
## 136         Hon_CommClear      4      5      4      4      5      5      5   66
## 137         Hon_AcknFault      4      4      5      4      4      5      5    1
## 138        Hon_RightThing      4      4      5      4      5      5      5    2
## 139        Hon_BeBestSelf      4      3      5      4      5      5      5   23
## 140       Hon_AvoidViolat      4      4      5      5      5      5      5   37
## 141         Hon_AvoidConf      4      4      5      4      5      5      5   43
## 142         Hon_FosterUnd      4      4      4      5      5      5      5  104
## 143             Hon_Chest      3      5      5      5      5      4      5   28
## 144         Hon_AvoidFake      4      4      5      4      5      5      5   61
## 145       Hon_ShowHonesty      4      4      5      4      5      5      5    9
## 146        Hon_Self_Image      4      4      5      5      5      5      5   48
## 147        Hon_AvoidGross      5      1      5      5      5      5      5   33
## 148       Hon_ExpFeelings      4      5      5      5      5      5      5    8
## 149           Hon_ImpInfo      4      5      5      5      5      5      5   27
## 150        Hon_BeYourself      5      5      5      5      5      5      4   70
## 151            Hon_BeAuth      4      4      5      5      5      5      4   73
## 152    Hon_ExpressHowFeel      4      5      5      5      5      5      5   74
## 153        Hon_NeedToKnow      4      5      5      5      5      5      5   12
## 154         Hon_AvoidLiar      5      5      5      5      5      5      5   24
## 155 Hon_CorrectInaccurate      5      5      5      5      5      5      5   57
##     R1_Dis R2_Dis R3_Dis R4_Dis R5_Dis R6_Dis R7_Dis Avg_HonLikelihood
## 1        5      5      5      5      5      5      5          1.000000
## 2        5      4      4      4      5      5      5          1.000000
## 3        5      5      5      4      5      5      4          1.142857
## 4        4      3      5      5      5      5      5          1.142857
## 5        4      4      5      4      5      5      5          1.428571
## 6        4      4      5      3      5      5      4          1.142857
## 7        5      5      3      4      3      3      4          1.000000
## 8        4      4      5      5      5      5      4          1.857143
## 9        4      4      5      5      5      3      5          1.714286
## 10       4      4      5      4      5      5      4          2.000000
## 11       4      4      4      5      5      5      4          2.142857
## 12       4      4      5      4      5      4      3          1.857143
## 13       2      5      5      5      5      2      5          2.000000
## 14       3      3      5      5      5      4      4          2.000000
## 15       4      4      5      4      5      5      4          2.428571
## 16       4      3      5      5      5      3      4          2.142857
## 17       4      3      5      5      5      5      5          2.571429
## 18       3      3      4      1      4      4      5          1.428571
## 19       4      4      5      5      5      5      4          2.571429
## 20       4      2      5      5      4      4      4          2.000000
## 21       3      3      5      5      5      3      4          2.142857
## 22       4      4      5      5      5      5      4          2.714286
## 23       4      3      4      5      5      5      4          2.428571
## 24       3      4      4      5      5      2      4          2.000000
## 25       4      2      4      4      5      3      4          1.857143
## 26       4      4      4      5      5      4      4          2.428571
## 27       3      3      4      4      5      2      4          1.857143
## 28       4      2      4      5      5      3      4          2.142857
## 29       3      3      4      4      5      3      4          2.000000
## 30       3      3      4      4      5      3      4          2.000000
## 31       4      4      5      5      5      4      4          2.714286
## 32       3      2      4      4      5      4      4          2.000000
## 33       4      3      4      4      5      3      4          2.285714
## 34       3      3      5      4      3      1      4          1.714286
## 35       4      3      5      5      5      3      4          2.571429
## 36       4      3      4      5      4      2      4          2.142857
## 37       4      3      4      5      4      3      4          2.428571
## 38       2      4      5      4      5      4      4          2.571429
## 39       3      4      4      4      5      3      4          2.428571
## 40       3      3      5      4      5      4      3          2.428571
## 41       3      2      4      4      5      4      3          2.285714
## 42       3      3      5      5      3      4      5          2.714286
## 43       3      3      3      5      5      4      4          2.571429
## 44       4      3      4      5      4      4      5          2.857143
## 45       3      2      5      5      5      3      4          2.571429
## 46       3      4      3      4      5      4      4          2.571429
## 47       4      3      4      5      5      4      4          3.000000
## 48       3      3      4      4      5      3      5          2.714286
## 49       4      3      4      3      5      3      4          2.571429
## 50       3      1      3      2      5      2      4          1.714286
## 51       4      3      5      4      5      4      3          2.857143
## 52       4      4      3      4      5      4      4          3.000000
## 53       4      4      3      4      5      4      2          2.714286
## 54       4      3      4      5      5      3      4          3.000000
## 55       2      3      5      4      5      3      2          2.428571
## 56       3      1      4      4      3      2      4          2.000000
## 57       3      3      4      3      5      5      5          3.000000
## 58       3      3      5      5      5      2      4          2.857143
## 59       4      3      4      3      5      3      4          2.714286
## 60       3      3      4      4      5      4      4          3.000000
## 61       3      2      2      5      5      3      4          2.571429
## 62       3      3      4      5      5      3      5          3.142857
## 63       4      2      4      3      5      2      4          2.571429
## 64       3      3      3      4      5      4      2          2.571429
## 65       4      2      3      5      5      2      3          2.571429
## 66       4      3      4      3      4      3      5          2.857143
## 67       4      3      4      5      5      3      4          3.285714
## 68       4      3      3      5      5      3      4          3.142857
## 69       4      4      3      4      4      4      3          3.000000
## 70       4      3      4      4      5      4      4          3.285714
## 71       3      3      4      5      3      3      4          2.857143
## 72       4      4      2      4      5      3      4          3.142857
## 73       3      3      4      4      4      2      2          2.571429
## 74       4      3      3      3      3      1      2          2.285714
## 75       4      2      4      3      4      3      4          3.000000
## 76       3      2      3      5      5      3      4          3.285714
## 77       3      2      4      2      4      2      4          2.714286
## 78       3      2      4      2      4      2      2          2.428571
## 79       3      2      3      2      3      2      3          2.428571
## 80       2      3      4      4      4      4      3          3.285714
## 81       3      2      3      5      4      3      3          3.142857
## 82       3      2      2      4      5      2      4          3.000000
## 83       3      4      3      5      5      3      3          3.571429
## 84       3      3      4      3      5      3      4          3.428571
## 85       3      2      4      4      5      3      3          3.428571
## 86       3      3      4      4      3      3      3          3.285714
## 87       3      2      4      4      3      1      4          3.000000
## 88       3      4      2      5      5      4      3          3.857143
## 89       4      3      2      4      5      1      4          3.428571
## 90       3      3      1      4      4      1      2          2.714286
## 91       3      2      4      2      3      3      3          3.000000
## 92       2      2      4      4      5      4      3          3.714286
## 93       3      2      3      3      5      3      2          3.428571
## 94       3      3      2      3      3      2      4          3.285714
## 95       3      2      3      2      3      2      4          3.285714
## 96       3      3      3      3      5      1      3          3.714286
## 97       4      2      2      5      3      2      2          3.714286
## 98       2      2      2      2      4      2      4          3.571429
## 99       2      3      3      5      1      3      1          3.571429
## 100      2      2      3      1      2      1      4          3.142857
## 101      2      2      4      2      3      2      3          3.571429
## 102      3      2      2      3      3      1      3          3.571429
## 103      2      2      2      4      5      2      4          4.142857
## 104      2      2      3      2      2      1      2          3.428571
## 105      2      2      2      2      2      1      3          3.571429
## 106      4      2      2      2      2      3      2          4.000000
## 107      3      3      3      3      1      2      2          4.000000
## 108      2      2      2      2      2      1      3          3.571429
## 109      3      1      1      1      1      1      1          3.000000
## 110      2      2      1      2      1     NA      2          3.428571
## 111      3      1      2      1      2      3      3          4.000000
## 112      3      2      3      1      3      2      1          4.000000
## 113      3      2      1      1      1      1      1          3.428571
## 114      3      2      1      2      2      1      2          3.857143
## 115      3      1      2      2      2      3      1          4.142857
## 116      2      3      1      4      3      1      1          4.285714
## 117      3      2      2      1      1      2      3          4.142857
## 118      2      2      2      2      2      2      2          4.142857
## 119      3      2      2      2      3      2      1          4.285714
## 120      3      2      2      2      3      1      2          4.285714
## 121      2      2      2      2      3      2      3          4.428571
## 122      3      2      2      1      1      1      2          4.000000
## 123      1      3      4      2      2      2      2          4.571429
## 124      3      2      2      1      1      2      2          4.142857
## 125      3      2      2      2      2      2      1          4.428571
## 126      2      3      2      2      1      2      2          4.428571
## 127      2      2      1      2      1      2      2          4.142857
## 128      3      3      2      1      2      1      1          4.285714
## 129      2      3      2      1      2      2      2          4.428571
## 130      2      2      2      2      2      1      1          4.285714
## 131      3      2      2      1      1      1      1          4.142857
## 132      2      2      2      2      1      1      1          4.285714
## 133      2      2      2      2      1      1      1          4.285714
## 134      3      3      1      1      1      1      1          4.285714
## 135      3      2      1      5      1      1      1          4.714286
## 136      3      2      2      2      2      1      1          4.571429
## 137      4      2      1      1      1      1      1          4.428571
## 138      2      2      2      1      2      2      1          4.571429
## 139      3      2      1      1      1      2      1          4.428571
## 140      2      2      2      1      1      2      3          4.714286
## 141      2      2      1      2      2      2      1          4.571429
## 142      4      2      2      1      1      1      1          4.571429
## 143      4      1      2      1      1      1      1          4.571429
## 144      2      2      2      1      2      1      1          4.571429
## 145      3      2      1      1      1      1      1          4.571429
## 146      2      2      1      2      1      1      1          4.714286
## 147      1      1      1      1      1      1      1          4.428571
## 148      3      1      1      1      1      1      1          4.857143
## 149      2      1      2      1      1      1      1          4.857143
## 150      2      1      1      1      1      1      2          4.857143
## 151      1      1      1      1      1      1      1          4.571429
## 152      2      1      2      1      1      1      1          4.857143
## 153      2      1      1      1      1      1      1          4.857143
## 154      1      1      1      2      1      1      1          5.000000
## 155      1      1      1      1      1      1      1          5.000000
##     Avg_DisLikelihood Diff_Likelihood  abs_diff
## 1            5.000000      -4.0000000 4.0000000
## 2            4.571429      -3.5714286 3.5714286
## 3            4.714286      -3.5714286 3.5714286
## 4            4.571429      -3.4285714 3.4285714
## 5            4.571429      -3.1428571 3.1428571
## 6            4.285714      -3.1428571 3.1428571
## 7            3.857143      -2.8571429 2.8571429
## 8            4.571429      -2.7142857 2.7142857
## 9            4.428571      -2.7142857 2.7142857
## 10           4.428571      -2.4285714 2.4285714
## 11           4.428571      -2.2857143 2.2857143
## 12           4.142857      -2.2857143 2.2857143
## 13           4.142857      -2.1428571 2.1428571
## 14           4.142857      -2.1428571 2.1428571
## 15           4.428571      -2.0000000 2.0000000
## 16           4.142857      -2.0000000 2.0000000
## 17           4.571429      -2.0000000 2.0000000
## 18           3.428571      -2.0000000 2.0000000
## 19           4.571429      -2.0000000 2.0000000
## 20           4.000000      -2.0000000 2.0000000
## 21           4.000000      -1.8571429 1.8571429
## 22           4.571429      -1.8571429 1.8571429
## 23           4.285714      -1.8571429 1.8571429
## 24           3.857143      -1.8571429 1.8571429
## 25           3.714286      -1.8571429 1.8571429
## 26           4.285714      -1.8571429 1.8571429
## 27           3.571429      -1.7142857 1.7142857
## 28           3.857143      -1.7142857 1.7142857
## 29           3.714286      -1.7142857 1.7142857
## 30           3.714286      -1.7142857 1.7142857
## 31           4.428571      -1.7142857 1.7142857
## 32           3.714286      -1.7142857 1.7142857
## 33           3.857143      -1.5714286 1.5714286
## 34           3.285714      -1.5714286 1.5714286
## 35           4.142857      -1.5714286 1.5714286
## 36           3.714286      -1.5714286 1.5714286
## 37           3.857143      -1.4285714 1.4285714
## 38           4.000000      -1.4285714 1.4285714
## 39           3.857143      -1.4285714 1.4285714
## 40           3.857143      -1.4285714 1.4285714
## 41           3.571429      -1.2857143 1.2857143
## 42           4.000000      -1.2857143 1.2857143
## 43           3.857143      -1.2857143 1.2857143
## 44           4.142857      -1.2857143 1.2857143
## 45           3.857143      -1.2857143 1.2857143
## 46           3.857143      -1.2857143 1.2857143
## 47           4.142857      -1.1428571 1.1428571
## 48           3.857143      -1.1428571 1.1428571
## 49           3.714286      -1.1428571 1.1428571
## 50           2.857143      -1.1428571 1.1428571
## 51           4.000000      -1.1428571 1.1428571
## 52           4.000000      -1.0000000 1.0000000
## 53           3.714286      -1.0000000 1.0000000
## 54           4.000000      -1.0000000 1.0000000
## 55           3.428571      -1.0000000 1.0000000
## 56           3.000000      -1.0000000 1.0000000
## 57           4.000000      -1.0000000 1.0000000
## 58           3.857143      -1.0000000 1.0000000
## 59           3.714286      -1.0000000 1.0000000
## 60           3.857143      -0.8571429 0.8571429
## 61           3.428571      -0.8571429 0.8571429
## 62           4.000000      -0.8571429 0.8571429
## 63           3.428571      -0.8571429 0.8571429
## 64           3.428571      -0.8571429 0.8571429
## 65           3.428571      -0.8571429 0.8571429
## 66           3.714286      -0.8571429 0.8571429
## 67           4.000000      -0.7142857 0.7142857
## 68           3.857143      -0.7142857 0.7142857
## 69           3.714286      -0.7142857 0.7142857
## 70           4.000000      -0.7142857 0.7142857
## 71           3.571429      -0.7142857 0.7142857
## 72           3.714286      -0.5714286 0.5714286
## 73           3.142857      -0.5714286 0.5714286
## 74           2.714286      -0.4285714 0.4285714
## 75           3.428571      -0.4285714 0.4285714
## 76           3.571429      -0.2857143 0.2857143
## 77           3.000000      -0.2857143 0.2857143
## 78           2.714286      -0.2857143 0.2857143
## 79           2.571429      -0.1428571 0.1428571
## 80           3.428571      -0.1428571 0.1428571
## 81           3.285714      -0.1428571 0.1428571
## 82           3.142857      -0.1428571 0.1428571
## 83           3.714286      -0.1428571 0.1428571
## 84           3.571429      -0.1428571 0.1428571
## 85           3.428571       0.0000000 0.0000000
## 86           3.285714       0.0000000 0.0000000
## 87           3.000000       0.0000000 0.0000000
## 88           3.714286       0.1428571 0.1428571
## 89           3.285714       0.1428571 0.1428571
## 90           2.571429       0.1428571 0.1428571
## 91           2.857143       0.1428571 0.1428571
## 92           3.428571       0.2857143 0.2857143
## 93           3.000000       0.4285714 0.4285714
## 94           2.857143       0.4285714 0.4285714
## 95           2.714286       0.5714286 0.5714286
## 96           3.000000       0.7142857 0.7142857
## 97           2.857143       0.8571429 0.8571429
## 98           2.571429       1.0000000 1.0000000
## 99           2.571429       1.0000000 1.0000000
## 100          2.142857       1.0000000 1.0000000
## 101          2.571429       1.0000000 1.0000000
## 102          2.428571       1.1428571 1.1428571
## 103          3.000000       1.1428571 1.1428571
## 104          2.000000       1.4285714 1.4285714
## 105          2.000000       1.5714286 1.5714286
## 106          2.428571       1.5714286 1.5714286
## 107          2.428571       1.5714286 1.5714286
## 108          2.000000       1.5714286 1.5714286
## 109          1.285714       1.7142857 1.7142857
## 110          1.666667       1.7619048 1.7619048
## 111          2.142857       1.8571429 1.8571429
## 112          2.142857       1.8571429 1.8571429
## 113          1.428571       2.0000000 2.0000000
## 114          1.857143       2.0000000 2.0000000
## 115          2.000000       2.1428571 2.1428571
## 116          2.142857       2.1428571 2.1428571
## 117          2.000000       2.1428571 2.1428571
## 118          2.000000       2.1428571 2.1428571
## 119          2.142857       2.1428571 2.1428571
## 120          2.142857       2.1428571 2.1428571
## 121          2.285714       2.1428571 2.1428571
## 122          1.714286       2.2857143 2.2857143
## 123          2.285714       2.2857143 2.2857143
## 124          1.857143       2.2857143 2.2857143
## 125          2.000000       2.4285714 2.4285714
## 126          2.000000       2.4285714 2.4285714
## 127          1.714286       2.4285714 2.4285714
## 128          1.857143       2.4285714 2.4285714
## 129          2.000000       2.4285714 2.4285714
## 130          1.714286       2.5714286 2.5714286
## 131          1.571429       2.5714286 2.5714286
## 132          1.571429       2.7142857 2.7142857
## 133          1.571429       2.7142857 2.7142857
## 134          1.571429       2.7142857 2.7142857
## 135          2.000000       2.7142857 2.7142857
## 136          1.857143       2.7142857 2.7142857
## 137          1.571429       2.8571429 2.8571429
## 138          1.714286       2.8571429 2.8571429
## 139          1.571429       2.8571429 2.8571429
## 140          1.857143       2.8571429 2.8571429
## 141          1.714286       2.8571429 2.8571429
## 142          1.714286       2.8571429 2.8571429
## 143          1.571429       3.0000000 3.0000000
## 144          1.571429       3.0000000 3.0000000
## 145          1.428571       3.1428571 3.1428571
## 146          1.428571       3.2857143 3.2857143
## 147          1.000000       3.4285714 3.4285714
## 148          1.285714       3.5714286 3.5714286
## 149          1.285714       3.5714286 3.5714286
## 150          1.285714       3.5714286 3.5714286
## 151          1.000000       3.5714286 3.5714286
## 152          1.285714       3.5714286 3.5714286
## 153          1.142857       3.7142857 3.7142857
## 154          1.142857       3.8571429 3.8571429
## 155          1.000000       4.0000000 4.0000000